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Manikandan Ravikiran
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The Audit Decides the Verdict: Instrument Effects Rival Demographic Bias in LLM Decision Audits
When Models Defer to Wrong Answers: A Robustness Audit of Source-Attributed Cues in Multiple-Choice QA
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